{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Advanced usage\n",
    "\n",
    "This notebook replicates what was done in the *simple_usage* notebooks, but this time with the advanced API. The advanced API is required if we want to use non-standard affinity methods that better preserve global structure.\n",
    "\n",
    "If you are comfortable with the advanced API, please refer to the *preserving_global_structure* notebook for a guide how obtain better embeddings and preserve more global structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from openTSNE import TSNEEmbedding\n",
    "from openTSNE.affinity import PerplexityBasedNN\n",
    "from openTSNE import initialization\n",
    "from openTSNE.callbacks import ErrorLogger\n",
    "\n",
    "from examples import utils\n",
    "\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gzip\n",
    "import pickle\n",
    "\n",
    "with gzip.open(\"data/macosko_2015.pkl.gz\", \"rb\") as f:\n",
    "    data = pickle.load(f)\n",
    "\n",
    "x = data[\"pca_50\"]\n",
    "y = data[\"CellType1\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data set contains 44808 samples with 50 features\n"
     ]
    }
   ],
   "source": [
    "print(\"Data set contains %d samples with %d features\" % x.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create train/test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=.33, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30021 training samples\n",
      "14787 test samples\n"
     ]
    }
   ],
   "source": [
    "print(\"%d training samples\" % x_train.shape[0])\n",
    "print(\"%d test samples\" % x_test.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a t-SNE embedding\n",
    "\n",
    "Like in the *simple_usage* notebook, we will run the standard t-SNE optimization.\n",
    "\n",
    "This example shows the standard t-SNE optimization. Much can be done in order to better preserve global structure and improve embedding quality. Please refer to the *preserving_global_structure* notebook for some examples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**1. Compute the affinities between data points**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 39.6 s, sys: 916 ms, total: 40.6 s\n",
      "Wall time: 14.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "affinities_train = PerplexityBasedNN(\n",
    "    x_train,\n",
    "    perplexity=30,\n",
    "    metric=\"euclidean\",\n",
    "    n_jobs=8,\n",
    "    random_state=42,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2. Generate initial coordinates for our embedding**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 678 ms, sys: 1.01 s, total: 1.68 s\n",
      "Wall time: 262 ms\n"
     ]
    }
   ],
   "source": [
    "%time init_train = initialization.pca(x_train, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**3. Construct the `TSNEEmbedding` object**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_train = TSNEEmbedding(\n",
    "    init_train,\n",
    "    affinities_train,\n",
    "    negative_gradient_method=\"fft\",\n",
    "    n_jobs=8,\n",
    "    callbacks=ErrorLogger(),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**4. Optimize embedding**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Early exaggeration phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration   50, KL divergence  5.7892, 50 iterations in 4.2564 sec\n",
      "Iteration  100, KL divergence  5.2486, 50 iterations in 4.4899 sec\n",
      "Iteration  150, KL divergence  5.1561, 50 iterations in 4.3038 sec\n",
      "Iteration  200, KL divergence  5.1202, 50 iterations in 4.5176 sec\n",
      "Iteration  250, KL divergence  5.1017, 50 iterations in 4.3709 sec\n",
      "CPU times: user 1min 57s, sys: 48.4 s, total: 2min 45s\n",
      "Wall time: 22 s\n"
     ]
    }
   ],
   "source": [
    "%time embedding_train_1 = embedding_train.optimize(n_iter=250, exaggeration=12, momentum=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot(embedding_train_1, y_train, colors=utils.MACOSKO_COLORS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Regular optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration   50, KL divergence  3.7967, 50 iterations in 4.5924 sec\n",
      "Iteration  100, KL divergence  3.4075, 50 iterations in 4.3875 sec\n",
      "Iteration  150, KL divergence  3.1948, 50 iterations in 4.5558 sec\n",
      "Iteration  200, KL divergence  3.0539, 50 iterations in 4.7459 sec\n",
      "Iteration  250, KL divergence  2.9518, 50 iterations in 5.3517 sec\n",
      "Iteration  300, KL divergence  2.8736, 50 iterations in 5.5623 sec\n",
      "Iteration  350, KL divergence  2.8124, 50 iterations in 6.2944 sec\n",
      "Iteration  400, KL divergence  2.7633, 50 iterations in 7.3840 sec\n",
      "Iteration  450, KL divergence  2.7235, 50 iterations in 6.7175 sec\n",
      "Iteration  500, KL divergence  2.6910, 50 iterations in 10.3336 sec\n",
      "Iteration  550, KL divergence  2.6645, 50 iterations in 10.1151 sec\n",
      "Iteration  600, KL divergence  2.6430, 50 iterations in 8.7347 sec\n",
      "Iteration  650, KL divergence  2.6254, 50 iterations in 10.0485 sec\n",
      "Iteration  700, KL divergence  2.6110, 50 iterations in 9.0364 sec\n",
      "Iteration  750, KL divergence  2.5987, 50 iterations in 11.0328 sec\n",
      "CPU times: user 6min 47s, sys: 3min 25s, total: 10min 12s\n",
      "Wall time: 1min 49s\n"
     ]
    }
   ],
   "source": [
    "%time embedding_train_2 = embedding_train_1.optimize(n_iter=750, momentum=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot(embedding_train_2, y_train, colors=utils.MACOSKO_COLORS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.98 s, sys: 0 ns, total: 1.98 s\n",
      "Wall time: 928 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "embedding_test = embedding_train_2.prepare_partial(\n",
    "    x_test,\n",
    "    initialization=\"median\",\n",
    "    k=25,\n",
    "    perplexity=5,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot(embedding_test, y_test, colors=utils.MACOSKO_COLORS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration   50, KL divergence  202685.4402, 50 iterations in 15.0963 sec\n",
      "Iteration  100, KL divergence  202310.1137, 50 iterations in 15.8175 sec\n",
      "Iteration  150, KL divergence  202257.5092, 50 iterations in 13.0676 sec\n",
      "Iteration  200, KL divergence  202232.4342, 50 iterations in 16.5648 sec\n",
      "Iteration  250, KL divergence  202225.3508, 50 iterations in 16.8125 sec\n",
      "CPU times: user 2min 38s, sys: 1min 29s, total: 4min 7s\n",
      "Wall time: 1min 17s\n"
     ]
    }
   ],
   "source": [
    "%time embedding_test_1 = embedding_test.optimize(n_iter=250, learning_rate=0.1, momentum=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot(embedding_test_1, y_test, colors=utils.MACOSKO_COLORS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Together\n",
    "\n",
    "We superimpose the transformed points onto the original embedding with larger opacity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "utils.plot(embedding_train_2, y_train, colors=utils.MACOSKO_COLORS, alpha=0.25, ax=ax)\n",
    "utils.plot(embedding_test_1, y_test, colors=utils.MACOSKO_COLORS, alpha=0.75, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
